Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 38577 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.7 MiB |
| Average record size in memory | 181.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 16 |
issue_d has a high cardinality: 55 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 524 distinct values | High cardinality |
loan_amnt is highly overall correlated with funded_amnt_inv and 1 other fields | High correlation |
funded_amnt_inv is highly overall correlated with loan_amnt and 1 other fields | High correlation |
int_rate is highly overall correlated with grade and 2 other fields | High correlation |
installment is highly overall correlated with loan_amnt and 1 other fields | High correlation |
annual_inc is highly overall correlated with annual_inc_groups | High correlation |
open_acc is highly overall correlated with total_acc and 1 other fields | High correlation |
revol_util is highly overall correlated with revol_util_groups | High correlation |
total_acc is highly overall correlated with open_acc and 1 other fields | High correlation |
grade is highly overall correlated with int_rate and 2 other fields | High correlation |
sub_grade is highly overall correlated with int_rate and 2 other fields | High correlation |
int_rate_groups is highly overall correlated with int_rate and 2 other fields | High correlation |
open_acc_groups is highly overall correlated with open_acc | High correlation |
revol_util_groups is highly overall correlated with revol_util | High correlation |
total_acc_groups is highly overall correlated with total_acc | High correlation |
annual_inc_groups is highly overall correlated with annual_inc | High correlation |
pub_rec is highly imbalanced (86.5%) | Imbalance |
open_acc_groups is highly imbalanced (52.8%) | Imbalance |
annual_inc_groups is highly imbalanced (99.8%) | Imbalance |
annual_inc is highly skewed (γ1 = 31.19841374) | Skewed |
inq_last_6mths has 18709 (48.5%) zeros | Zeros |
revol_util has 1004 (2.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-10 17:59:11.751861 |
|---|---|
| Analysis finished | 2023-05-10 17:59:51.155840 |
| Duration | 39.4 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
loan_amnt
Real number (ℝ)
| Distinct | 870 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11047.025 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5300 |
| median | 9600 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9700 |
Descriptive statistics
| Standard deviation | 7348.4416 |
|---|---|
| Coefficient of variation (CV) | 0.66519641 |
| Kurtosis | 0.84295245 |
| Mean | 11047.025 |
| Median Absolute Deviation (MAD) | 4600 |
| Skewness | 1.0781027 |
| Sum | 4.261611 × 108 |
| Variance | 53999595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2809 | 7.3% |
| 12000 | 2248 | 5.8% |
| 5000 | 2028 | 5.3% |
| 6000 | 1886 | 4.9% |
| 15000 | 1838 | 4.8% |
| 8000 | 1568 | 4.1% |
| 20000 | 1536 | 4.0% |
| 25000 | 1327 | 3.4% |
| 4000 | 1123 | 2.9% |
| 3000 | 1018 | 2.6% |
| Other values (860) | 21196 |
| Value | Count | Frequency (%) |
| 500 | 5 | < 0.1% |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 298 | |
| 1050 | 4 | < 0.1% |
| 1075 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 601 | |
| 34800 | 2 | < 0.1% |
| 34675 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 5 | < 0.1% |
| 34200 | 1 | < 0.1% |
| 34000 | 13 | < 0.1% |
| 33950 | 8 | < 0.1% |
| 33600 | 4 | < 0.1% |
| 33500 | 2 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 8050 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10222.481 |
| Minimum | 0 |
|---|---|
| Maximum | 35000 |
| Zeros | 129 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1800 |
| Q1 | 5000 |
| median | 8733.44 |
| Q3 | 14000 |
| 95-th percentile | 24500.067 |
| Maximum | 35000 |
| Range | 35000 |
| Interquartile range (IQR) | 9000 |
Descriptive statistics
| Standard deviation | 7022.7206 |
|---|---|
| Coefficient of variation (CV) | 0.68698788 |
| Kurtosis | 1.1648002 |
| Mean | 10222.481 |
| Median Absolute Deviation (MAD) | 4066.56 |
| Skewness | 1.1299968 |
| Sum | 3.9435265 × 108 |
| Variance | 49318605 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 1294 | 3.4% |
| 10000 | 1264 | 3.3% |
| 6000 | 1182 | 3.1% |
| 12000 | 1016 | 2.6% |
| 8000 | 887 | 2.3% |
| 4000 | 806 | 2.1% |
| 3000 | 790 | 2.0% |
| 15000 | 630 | 1.6% |
| 7000 | 596 | 1.5% |
| 2000 | 448 | 1.2% |
| Other values (8040) | 29664 |
| Value | Count | Frequency (%) |
| 0 | 129 | |
| 0.000121098 | 1 | < 0.1% |
| 0.000531133 | 1 | < 0.1% |
| 0.000654607 | 1 | < 0.1% |
| 0.001867696 | 1 | < 0.1% |
| 0.001963093 | 1 | < 0.1% |
| 0.001966974 | 1 | < 0.1% |
| 0.002251738 | 1 | < 0.1% |
| 0.002283598 | 1 | < 0.1% |
| 0.002373058 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 127 | |
| 34997.35245 | 1 | < 0.1% |
| 34993.65539 | 1 | < 0.1% |
| 34993.32571 | 1 | < 0.1% |
| 34993.26306 | 1 | < 0.1% |
| 34993.19696 | 1 | < 0.1% |
| 34990.4308 | 1 | < 0.1% |
| 34987.27101 | 1 | < 0.1% |
| 34977.34674 | 1 | < 0.1% |
| 34975.81636 | 1 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 385770 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 29096 | |
| 60 months | 9481 | 24.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 38577 | |
| 36 | 29096 | |
| 60 | 9481 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 77154 | ||
| 6 | 38577 | |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 | |
| 3 | 29096 | 7.5% |
| 0 | 9481 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 231462 | |
| Space Separator | 77154 | 20.0% |
| Decimal Number | 77154 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 38577 | |
| 3 | 29096 | |
| 0 | 9481 | 12.3% |
Space Separator
| Value | Count | Frequency (%) |
| 77154 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 231462 | |
| Common | 154308 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 |
Common
| Value | Count | Frequency (%) |
| 77154 | ||
| 6 | 38577 | |
| 3 | 29096 | 18.9% |
| 0 | 9481 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 385770 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 77154 | ||
| 6 | 38577 | |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 | |
| 3 | 29096 | 7.5% |
| 0 | 9481 | 2.5% |
int_rate
Real number (ℝ)
| Distinct | 370 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.932219 |
| Minimum | 5.42 |
|---|---|
| Maximum | 24.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.17 |
| Q1 | 8.94 |
| median | 11.71 |
| Q3 | 14.38 |
| 95-th percentile | 18.312 |
| Maximum | 24.4 |
| Range | 18.98 |
| Interquartile range (IQR) | 5.44 |
Descriptive statistics
| Standard deviation | 3.6913274 |
|---|---|
| Coefficient of variation (CV) | 0.30935801 |
| Kurtosis | -0.44728002 |
| Mean | 11.932219 |
| Median Absolute Deviation (MAD) | 2.75 |
| Skewness | 0.29362684 |
| Sum | 460309.2 |
| Variance | 13.625898 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.99 | 913 | 2.4% |
| 11.49 | 790 | 2.0% |
| 7.51 | 787 | 2.0% |
| 13.49 | 749 | 1.9% |
| 7.88 | 725 | 1.9% |
| 7.49 | 651 | 1.7% |
| 9.99 | 590 | 1.5% |
| 7.9 | 574 | 1.5% |
| 5.42 | 573 | 1.5% |
| 11.71 | 559 | 1.4% |
| Other values (360) | 31666 |
| Value | Count | Frequency (%) |
| 5.42 | 573 | |
| 5.79 | 410 | |
| 5.99 | 347 | |
| 6 | 16 | < 0.1% |
| 6.03 | 447 | |
| 6.17 | 252 | |
| 6.39 | 58 | 0.2% |
| 6.54 | 305 | |
| 6.62 | 396 | |
| 6.76 | 168 | 0.4% |
| Value | Count | Frequency (%) |
| 24.4 | 1 | < 0.1% |
| 24.11 | 3 | < 0.1% |
| 23.91 | 9 | |
| 23.59 | 4 | < 0.1% |
| 23.52 | 6 | < 0.1% |
| 23.22 | 9 | |
| 23.13 | 8 | |
| 22.94 | 1 | < 0.1% |
| 22.85 | 8 | |
| 22.74 | 15 |
installment
Real number (ℝ)
| Distinct | 15022 |
|---|---|
| Distinct (%) | 38.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 322.46632 |
| Minimum | 15.69 |
|---|---|
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 15.69 |
|---|---|
| 5-th percentile | 70.61 |
| Q1 | 165.74 |
| median | 277.86 |
| Q3 | 425.55 |
| 95-th percentile | 760.82 |
| Maximum | 1305.19 |
| Range | 1289.5 |
| Interquartile range (IQR) | 259.81 |
Descriptive statistics
| Standard deviation | 208.63921 |
|---|---|
| Coefficient of variation (CV) | 0.64701087 |
| Kurtosis | 1.3179975 |
| Mean | 322.46632 |
| Median Absolute Deviation (MAD) | 121.76 |
| Skewness | 1.1504865 |
| Sum | 12439783 |
| Variance | 43530.322 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.11 | 68 | 0.2% |
| 180.96 | 59 | 0.2% |
| 311.02 | 54 | 0.1% |
| 150.8 | 48 | 0.1% |
| 368.45 | 46 | 0.1% |
| 372.12 | 45 | 0.1% |
| 330.76 | 43 | 0.1% |
| 339.31 | 42 | 0.1% |
| 317.72 | 41 | 0.1% |
| 301.6 | 41 | 0.1% |
| Other values (15012) | 38090 |
| Value | Count | Frequency (%) |
| 15.69 | 1 | |
| 16.08 | 1 | |
| 16.25 | 1 | |
| 16.31 | 1 | |
| 16.47 | 1 | |
| 19.87 | 1 | |
| 20.22 | 1 | |
| 21.25 | 1 | |
| 21.81 | 1 | |
| 22.51 | 1 |
| Value | Count | Frequency (%) |
| 1305.19 | 1 | < 0.1% |
| 1302.69 | 1 | < 0.1% |
| 1295.21 | 1 | < 0.1% |
| 1288.1 | 2 | < 0.1% |
| 1283.5 | 1 | < 0.1% |
| 1276.6 | 3 | |
| 1272.2 | 1 | < 0.1% |
| 1269.73 | 5 | |
| 1265.16 | 1 | < 0.1% |
| 1263.23 | 1 | < 0.1% |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38577 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 11675 | |
| a | 10045 | |
| c | 7834 | |
| d | 5085 | |
| e | 2663 | 6.9% |
| f | 976 | 2.5% |
| g | 299 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 38577 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38577 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38577 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| A4 | |
|---|---|
| B3 | |
| A5 | |
| B5 | |
| B4 | 2437 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 77154 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | C4 |
| 3rd row | C5 |
| 4th row | C1 |
| 5th row | A4 |
Common Values
| Value | Count | Frequency (%) |
| A4 | 2873 | 7.4% |
| B3 | 2825 | 7.3% |
| A5 | 2715 | 7.0% |
| B5 | 2615 | 6.8% |
| B4 | 2437 | 6.3% |
| C1 | 2055 | 5.3% |
| B2 | 2001 | 5.2% |
| C2 | 1931 | 5.0% |
| A3 | 1810 | 4.7% |
| B1 | 1797 | 4.7% |
| Other values (25) | 15518 |
Length
| Value | Count | Frequency (%) |
| a4 | 2873 | 7.4% |
| b3 | 2825 | 7.3% |
| a5 | 2715 | 7.0% |
| b5 | 2615 | 6.8% |
| b4 | 2437 | 6.3% |
| c1 | 2055 | 5.3% |
| b2 | 2001 | 5.2% |
| c2 | 1931 | 5.0% |
| a3 | 1810 | 4.7% |
| b1 | 1797 | 4.7% |
| Other values (25) | 15518 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| C | 7834 | |
| 2 | 7650 | |
| 1 | 7043 | |
| D | 5085 | |
| E | 2663 | 3.5% |
| Other values (2) | 1275 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 38577 | |
| Decimal Number | 38577 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| 2 | 7650 | |
| 1 | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38577 | |
| Common | 38577 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Common
| Value | Count | Frequency (%) |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| 2 | 7650 | |
| 1 | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77154 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| C | 7834 | |
| 2 | 7650 | |
| 1 | 7043 | |
| D | 5085 | |
| E | 2663 | 3.5% |
| Other values (2) | 1275 | 1.7% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 10+ years | |
|---|---|
| < 1 year | |
| 2 years | |
| 3 years | |
| 4 years | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.52832 |
| Min length | 6 |
Characters and Unicode
| Total characters | 290420 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | < 1 year |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 3 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 9521 | |
| < 1 year | 4508 | |
| 2 years | 4291 | |
| 3 years | 4012 | |
| 4 years | 3342 | 8.7% |
| 5 years | 3194 | 8.3% |
| 1 year | 3169 | 8.2% |
| 6 years | 2168 | 5.6% |
| 7 years | 1711 | 4.4% |
| 8 years | 1435 | 3.7% |
Length
| Value | Count | Frequency (%) |
| years | 30900 | |
| 10 | 9521 | 11.7% |
| 1 | 7677 | 9.4% |
| year | 7677 | 9.4% |
| 4508 | 5.5% | |
| 2 | 4291 | 5.3% |
| 3 | 4012 | 4.9% |
| 4 | 3342 | 4.1% |
| 5 | 3194 | 3.9% |
| 6 | 2168 | 2.7% |
| Other values (3) | 4372 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 43085 | ||
| y | 38577 | |
| e | 38577 | |
| a | 38577 | |
| r | 38577 | |
| s | 30900 | |
| 1 | 17198 | 5.9% |
| 0 | 9521 | 3.3% |
| + | 9521 | 3.3% |
| < | 4508 | 1.6% |
| Other values (8) | 21379 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 185208 | |
| Decimal Number | 48098 | 16.6% |
| Space Separator | 43085 | 14.8% |
| Math Symbol | 14029 | 4.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 17198 | |
| 0 | 9521 | |
| 2 | 4291 | 8.9% |
| 3 | 4012 | 8.3% |
| 4 | 3342 | 6.9% |
| 5 | 3194 | 6.6% |
| 6 | 2168 | 4.5% |
| 7 | 1711 | 3.6% |
| 8 | 1435 | 3.0% |
| 9 | 1226 | 2.5% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 38577 | |
| e | 38577 | |
| a | 38577 | |
| r | 38577 | |
| s | 30900 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 9521 | |
| < | 4508 |
Space Separator
| Value | Count | Frequency (%) |
| 43085 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 185208 | |
| Common | 105212 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 43085 | ||
| 1 | 17198 | 16.3% |
| 0 | 9521 | 9.0% |
| + | 9521 | 9.0% |
| < | 4508 | 4.3% |
| 2 | 4291 | 4.1% |
| 3 | 4012 | 3.8% |
| 4 | 3342 | 3.2% |
| 5 | 3194 | 3.0% |
| 6 | 2168 | 2.1% |
| Other values (3) | 4372 | 4.2% |
Latin
| Value | Count | Frequency (%) |
| y | 38577 | |
| e | 38577 | |
| a | 38577 | |
| r | 38577 | |
| s | 30900 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 290420 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 43085 | ||
| y | 38577 | |
| e | 38577 | |
| a | 38577 | |
| r | 38577 | |
| s | 30900 | |
| 1 | 17198 | 5.9% |
| 0 | 9521 | 3.3% |
| + | 9521 | 3.3% |
| < | 4508 | 1.6% |
| Other values (8) | 21379 |
home_ownership
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 98 |
| NONE | 3 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.6903077 |
| Min length | 3 |
Characters and Unicode
| Total characters | 219515 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| RENT | 18480 | |
| MORTGAGE | 17021 | |
| OWN | 2975 | 7.7% |
| OTHER | 98 | 0.3% |
| NONE | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 18480 | |
| mortgage | 17021 | |
| own | 2975 | 7.7% |
| other | 98 | 0.3% |
| none | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 219515 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 219515 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 219515 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
annual_inc
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5215 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68777.974 |
| Minimum | 4000 |
|---|---|
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 4000 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 40000 |
| median | 58868 |
| Q3 | 82000 |
| 95-th percentile | 140004 |
| Maximum | 6000000 |
| Range | 5996000 |
| Interquartile range (IQR) | 42000 |
Descriptive statistics
| Standard deviation | 64218.682 |
|---|---|
| Coefficient of variation (CV) | 0.93371 |
| Kurtosis | 2308.7752 |
| Mean | 68777.974 |
| Median Absolute Deviation (MAD) | 19868 |
| Skewness | 31.198414 |
| Sum | 2.6532479 × 109 |
| Variance | 4.1240391 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 1466 | 3.8% |
| 50000 | 1029 | 2.7% |
| 40000 | 855 | 2.2% |
| 45000 | 811 | 2.1% |
| 30000 | 808 | 2.1% |
| 75000 | 786 | 2.0% |
| 65000 | 779 | 2.0% |
| 70000 | 714 | 1.9% |
| 48000 | 696 | 1.8% |
| 80000 | 636 | 1.6% |
| Other values (5205) | 29997 |
| Value | Count | Frequency (%) |
| 4000 | 1 | < 0.1% |
| 4080 | 1 | < 0.1% |
| 4200 | 2 | < 0.1% |
| 4800 | 4 | |
| 4888 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 6000 | 5 | |
| 7000 | 1 | < 0.1% |
| 7200 | 4 |
| Value | Count | Frequency (%) |
| 6000000 | 1 | < 0.1% |
| 3900000 | 1 | < 0.1% |
| 2039784 | 1 | < 0.1% |
| 1900000 | 1 | < 0.1% |
| 1782000 | 1 | < 0.1% |
| 1440000 | 1 | < 0.1% |
| 1362000 | 1 | < 0.1% |
| 1250000 | 1 | < 0.1% |
| 1200000 | 4 | |
| 1176000 | 1 | < 0.1% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.486922 |
| Min length | 8 |
Characters and Unicode
| Total characters | 443131 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 16694 | |
| Verified | 12206 | |
| Source Verified | 9677 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 38577 | |
| not | 16694 | |
| source | 9677 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| V | 38577 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 6.0% |
| 26371 | 6.0% | |
| N | 16694 | 3.8% |
| t | 16694 | 3.8% |
| Other values (3) | 29031 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 351812 | |
| Uppercase Letter | 64948 | 14.7% |
| Space Separator | 26371 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 7.5% |
| t | 16694 | 4.7% |
| u | 9677 | 2.8% |
| c | 9677 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 38577 | |
| N | 16694 | |
| S | 9677 | 14.9% |
Space Separator
| Value | Count | Frequency (%) |
| 26371 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 416760 | |
| Common | 26371 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| V | 38577 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 6.3% |
| N | 16694 | 4.0% |
| t | 16694 | 4.0% |
| S | 9677 | 2.3% |
| Other values (2) | 19354 | 4.6% |
Common
| Value | Count | Frequency (%) |
| 26371 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 443131 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| V | 38577 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 6.0% |
| 26371 | 6.0% | |
| N | 16694 | 3.8% |
| t | 16694 | 3.8% |
| Other values (3) | 29031 | 6.6% |
issue_d
Categorical
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Nov-11 | 2062 |
|---|---|
| Dec-11 | 2042 |
| Oct-11 | 1941 |
| Sep-11 | 1913 |
| Aug-11 | 1798 |
| Other values (50) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 231462 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Dec-11 |
|---|---|
| 2nd row | Dec-11 |
| 3rd row | Dec-11 |
| 4th row | Dec-11 |
| 5th row | Dec-11 |
Common Values
| Value | Count | Frequency (%) |
| Nov-11 | 2062 | 5.3% |
| Dec-11 | 2042 | 5.3% |
| Oct-11 | 1941 | 5.0% |
| Sep-11 | 1913 | 5.0% |
| Aug-11 | 1798 | 4.7% |
| Jul-11 | 1745 | 4.5% |
| Jun-11 | 1728 | 4.5% |
| May-11 | 1609 | 4.2% |
| Apr-11 | 1559 | 4.0% |
| Mar-11 | 1442 | 3.7% |
| Other values (45) | 20738 |
Length
| Value | Count | Frequency (%) |
| nov-11 | 2062 | 5.3% |
| dec-11 | 2042 | 5.3% |
| oct-11 | 1941 | 5.0% |
| sep-11 | 1913 | 5.0% |
| aug-11 | 1798 | 4.7% |
| jul-11 | 1745 | 4.5% |
| jun-11 | 1728 | 4.5% |
| may-11 | 1609 | 4.2% |
| apr-11 | 1559 | 4.0% |
| mar-11 | 1442 | 3.7% |
| Other values (45) | 20738 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| - | 38577 | |
| 0 | 18061 | 7.8% |
| e | 10071 | 4.4% |
| u | 9919 | 4.3% |
| J | 8910 | 3.8% |
| a | 7989 | 3.5% |
| c | 7976 | 3.4% |
| p | 6329 | 2.7% |
| A | 6219 | 2.7% |
| Other values (18) | 64847 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 77154 | |
| Lowercase Letter | 77154 | |
| Dash Punctuation | 38577 | |
| Uppercase Letter | 38577 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10071 | |
| u | 9919 | |
| a | 7989 | |
| c | 7976 | |
| p | 6329 | |
| n | 5559 | |
| r | 5522 | |
| o | 4006 | 5.2% |
| v | 4006 | 5.2% |
| t | 3761 | 4.9% |
| Other values (4) | 12016 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 8910 | |
| A | 6219 | |
| M | 5610 | |
| D | 4215 | |
| N | 4006 | |
| O | 3761 | |
| S | 3498 | 9.1% |
| F | 2358 | 6.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| 0 | 18061 | 23.4% |
| 9 | 4716 | 6.1% |
| 8 | 1562 | 2.0% |
| 7 | 251 | 0.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115731 | |
| Latin | 115731 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10071 | 8.7% |
| u | 9919 | 8.6% |
| J | 8910 | 7.7% |
| a | 7989 | 6.9% |
| c | 7976 | 6.9% |
| p | 6329 | 5.5% |
| A | 6219 | 5.4% |
| M | 5610 | 4.8% |
| n | 5559 | 4.8% |
| r | 5522 | 4.8% |
| Other values (12) | 41627 |
Common
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| - | 38577 | |
| 0 | 18061 | 15.6% |
| 9 | 4716 | 4.1% |
| 8 | 1562 | 1.3% |
| 7 | 251 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 231462 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| - | 38577 | |
| 0 | 18061 | 7.8% |
| e | 10071 | 4.4% |
| u | 9919 | 4.3% |
| J | 8910 | 3.8% |
| a | 7989 | 3.5% |
| c | 7976 | 3.4% |
| p | 6329 | 2.7% |
| A | 6219 | 2.7% |
| Other values (18) | 64847 |
loan_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Fully Paid | |
|---|---|
| Charged Off |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.145864 |
| Min length | 10 |
Characters and Unicode
| Total characters | 391397 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Charged Off |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 32950 | |
| Charged Off | 5627 | 14.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully | 32950 | |
| paid | 32950 | |
| charged | 5627 | 7.3% |
| off | 5627 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 65900 | |
| 38577 | ||
| a | 38577 | |
| d | 38577 | |
| F | 32950 | |
| u | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 2.9% |
| Other values (6) | 33762 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 275666 | |
| Uppercase Letter | 77154 | 19.7% |
| Space Separator | 38577 | 9.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 65900 | |
| a | 38577 | |
| d | 38577 | |
| u | 32950 | |
| y | 32950 | |
| i | 32950 | |
| f | 11254 | 4.1% |
| h | 5627 | 2.0% |
| r | 5627 | 2.0% |
| g | 5627 | 2.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 32950 | |
| P | 32950 | |
| C | 5627 | 7.3% |
| O | 5627 | 7.3% |
Space Separator
| Value | Count | Frequency (%) |
| 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 352820 | |
| Common | 38577 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 65900 | |
| a | 38577 | |
| d | 38577 | |
| F | 32950 | |
| u | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 3.2% |
| C | 5627 | 1.6% |
| Other values (5) | 28135 |
Common
| Value | Count | Frequency (%) |
| 38577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 391397 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 65900 | |
| 38577 | ||
| a | 38577 | |
| d | 38577 | |
| F | 32950 | |
| u | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 2.9% |
| Other values (6) | 33762 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.726106 |
| Min length | 3 |
Characters and Unicode
| Total characters | 529512 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | car |
| 3rd row | small_business |
| 4th row | other |
| 5th row | wedding |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 18055 | |
| credit_card | 5027 | 13.0% |
| other | 3865 | 10.0% |
| home_improvement | 2875 | 7.5% |
| major_purchase | 2150 | 5.6% |
| small_business | 1754 | 4.5% |
| car | 1499 | 3.9% |
| wedding | 926 | 2.4% |
| medical | 681 | 1.8% |
| moving | 576 | 1.5% |
| Other values (4) | 1169 | 3.0% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 18055 | |
| credit_card | 5027 | 13.0% |
| other | 3865 | 10.0% |
| home_improvement | 2875 | 7.5% |
| major_purchase | 2150 | 5.6% |
| small_business | 1754 | 4.5% |
| car | 1499 | 3.9% |
| wedding | 926 | 2.4% |
| medical | 681 | 1.8% |
| moving | 576 | 1.5% |
| Other values (4) | 1169 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | 8.0% |
| c | 33139 | 6.3% |
| a | 32818 | 6.2% |
| _ | 29963 | 5.7% |
| s | 27588 | 5.2% |
| Other values (12) | 106753 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 499549 | |
| Connector Punctuation | 29963 | 5.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | |
| c | 33139 | 6.6% |
| a | 32818 | 6.6% |
| s | 27588 | 5.5% |
| r | 22797 | 4.6% |
| Other values (11) | 83956 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 29963 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 499549 | |
| Common | 29963 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | |
| c | 33139 | 6.6% |
| a | 32818 | 6.6% |
| s | 27588 | 5.5% |
| r | 22797 | 4.6% |
| Other values (11) | 83956 |
Common
| Value | Count | Frequency (%) |
| _ | 29963 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 529512 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | 8.0% |
| c | 33139 | 6.3% |
| a | 32818 | 6.2% |
| _ | 29963 | 5.7% |
| s | 27588 | 5.2% |
| Other values (12) | 106753 |
dti
Real number (ℝ)
| Distinct | 2853 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.272727 |
| Minimum | 0 |
|---|---|
| Maximum | 29.99 |
| Zeros | 178 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.1 |
| Q1 | 8.13 |
| median | 13.37 |
| Q3 | 18.56 |
| 95-th percentile | 23.8 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.43 |
Descriptive statistics
| Standard deviation | 6.6730443 |
|---|---|
| Coefficient of variation (CV) | 0.50276362 |
| Kurtosis | -0.85629801 |
| Mean | 13.272727 |
| Median Absolute Deviation (MAD) | 5.21 |
| Skewness | -0.026842422 |
| Sum | 512021.99 |
| Variance | 44.52952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 178 | 0.5% |
| 12 | 46 | 0.1% |
| 18 | 45 | 0.1% |
| 19.2 | 39 | 0.1% |
| 13.2 | 39 | 0.1% |
| 12.48 | 37 | 0.1% |
| 16.8 | 37 | 0.1% |
| 15 | 36 | 0.1% |
| 6 | 36 | 0.1% |
| 13.5 | 36 | 0.1% |
| Other values (2843) | 38048 |
| Value | Count | Frequency (%) |
| 0 | 178 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 5 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | < 0.1% |
| 29.93 | 3 | |
| 29.92 | 2 | |
| 29.89 | 1 | < 0.1% |
| 29.88 | 1 | < 0.1% |
| 29.86 | 2 | |
| 29.85 | 1 | < 0.1% |
| 29.82 | 1 | < 0.1% |
| 29.79 | 1 | < 0.1% |
| 29.78 | 1 | < 0.1% |
earliest_cr_line
Categorical
| Distinct | 524 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Oct-99 | 360 |
|---|---|
| Nov-98 | 357 |
| Oct-00 | 341 |
| Dec-98 | 340 |
| Dec-97 | 318 |
| Other values (519) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 231462 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 35 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Jan-85 |
|---|---|
| 2nd row | Apr-99 |
| 3rd row | Nov-01 |
| 4th row | Feb-96 |
| 5th row | Nov-04 |
Common Values
| Value | Count | Frequency (%) |
| Oct-99 | 360 | 0.9% |
| Nov-98 | 357 | 0.9% |
| Oct-00 | 341 | 0.9% |
| Dec-98 | 340 | 0.9% |
| Dec-97 | 318 | 0.8% |
| Nov-99 | 315 | 0.8% |
| Nov-00 | 312 | 0.8% |
| Sep-00 | 299 | 0.8% |
| Oct-98 | 295 | 0.8% |
| Nov-97 | 293 | 0.8% |
| Other values (514) | 35347 |
Length
| Value | Count | Frequency (%) |
| oct-99 | 360 | 0.9% |
| nov-98 | 357 | 0.9% |
| oct-00 | 341 | 0.9% |
| dec-98 | 340 | 0.9% |
| dec-97 | 318 | 0.8% |
| nov-99 | 315 | 0.8% |
| nov-00 | 312 | 0.8% |
| sep-00 | 299 | 0.8% |
| oct-98 | 295 | 0.8% |
| nov-97 | 293 | 0.8% |
| Other values (514) | 35347 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 38577 | |
| 9 | 22648 | 9.8% |
| 0 | 18912 | 8.2% |
| e | 10239 | 4.4% |
| J | 9161 | 4.0% |
| u | 9043 | 3.9% |
| a | 8871 | 3.8% |
| 8 | 8153 | 3.5% |
| c | 7918 | 3.4% |
| n | 6194 | 2.7% |
| Other values (23) | 91746 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 77154 | |
| Lowercase Letter | 77154 | |
| Dash Punctuation | 38577 | |
| Uppercase Letter | 38577 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10239 | |
| u | 9043 | |
| a | 8871 | |
| c | 7918 | |
| n | 6194 | |
| p | 6151 | |
| r | 5361 | |
| t | 3967 | 5.1% |
| v | 3811 | 4.9% |
| o | 3811 | 4.9% |
| Other values (4) | 11788 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 22648 | |
| 0 | 18912 | |
| 8 | 8153 | 10.6% |
| 7 | 4675 | 6.1% |
| 4 | 4141 | 5.4% |
| 5 | 4080 | 5.3% |
| 6 | 4056 | 5.3% |
| 3 | 3666 | 4.8% |
| 1 | 3635 | 4.7% |
| 2 | 3188 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 9161 | |
| A | 5859 | |
| M | 5540 | |
| O | 3967 | |
| D | 3951 | |
| N | 3811 | |
| S | 3505 | 9.1% |
| F | 2783 | 7.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115731 | |
| Latin | 115731 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10239 | 8.8% |
| J | 9161 | 7.9% |
| u | 9043 | 7.8% |
| a | 8871 | 7.7% |
| c | 7918 | 6.8% |
| n | 6194 | 5.4% |
| p | 6151 | 5.3% |
| A | 5859 | 5.1% |
| M | 5540 | 4.8% |
| r | 5361 | 4.6% |
| Other values (12) | 41394 |
Common
| Value | Count | Frequency (%) |
| - | 38577 | |
| 9 | 22648 | |
| 0 | 18912 | |
| 8 | 8153 | 7.0% |
| 7 | 4675 | 4.0% |
| 4 | 4141 | 3.6% |
| 5 | 4080 | 3.5% |
| 6 | 4056 | 3.5% |
| 3 | 3666 | 3.2% |
| 1 | 3635 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 231462 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 38577 | |
| 9 | 22648 | 9.8% |
| 0 | 18912 | 8.2% |
| e | 10239 | 4.4% |
| J | 9161 | 4.0% |
| u | 9043 | 3.9% |
| a | 8871 | 3.8% |
| 8 | 8153 | 3.5% |
| c | 7918 | 3.4% |
| n | 6194 | 2.7% |
| Other values (23) | 91746 |
inq_last_6mths
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.87173705 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 18709 |
| Zeros (%) | 48.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0715457 |
|---|---|
| Coefficient of variation (CV) | 1.2292075 |
| Kurtosis | 2.524438 |
| Mean | 0.87173705 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3843898 |
| Sum | 33629 |
| Variance | 1.1482102 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18709 | |
| 1 | 10660 | |
| 2 | 5654 | 14.7% |
| 3 | 2983 | 7.7% |
| 4 | 316 | 0.8% |
| 5 | 144 | 0.4% |
| 6 | 63 | 0.2% |
| 7 | 34 | 0.1% |
| 8 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 18709 | |
| 1 | 10660 | |
| 2 | 5654 | 14.7% |
| 3 | 2983 | 7.7% |
| 4 | 316 | 0.8% |
| 5 | 144 | 0.4% |
| 6 | 63 | 0.2% |
| 7 | 34 | 0.1% |
| 8 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 14 | < 0.1% |
| 7 | 34 | 0.1% |
| 6 | 63 | 0.2% |
| 5 | 144 | 0.4% |
| 4 | 316 | 0.8% |
| 3 | 2983 | 7.7% |
| 2 | 5654 | 14.7% |
| 1 | 10660 | |
| 0 | 18709 |
open_acc
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2754232 |
| Minimum | 2 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 17 |
| Maximum | 44 |
| Range | 42 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.4015883 |
|---|---|
| Coefficient of variation (CV) | 0.47454312 |
| Kurtosis | 1.6939605 |
| Mean | 9.2754232 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0072882 |
| Sum | 357818 |
| Variance | 19.373979 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 3909 | |
| 6 | 3846 | |
| 8 | 3814 | |
| 9 | 3607 | |
| 5 | 3111 | 8.1% |
| 10 | 3097 | 8.0% |
| 11 | 2666 | 6.9% |
| 4 | 2300 | 6.0% |
| 12 | 2198 | 5.7% |
| 13 | 1855 | 4.8% |
| Other values (30) | 8174 |
| Value | Count | Frequency (%) |
| 2 | 596 | 1.5% |
| 3 | 1470 | 3.8% |
| 4 | 2300 | |
| 5 | 3111 | |
| 6 | 3846 | |
| 7 | 3909 | |
| 8 | 3814 | |
| 9 | 3607 | |
| 10 | 3097 | |
| 11 | 2666 |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 36 | 2 | < 0.1% |
| 35 | 4 | |
| 34 | 5 | |
| 33 | 3 | |
| 32 | 3 |
pub_rec
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 0 | |
|---|---|
| 1 | 2013 |
| 2 | 48 |
| 3 | 7 |
| 4 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38577 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36507 | |
| 1 | 2013 | 5.2% |
| 2 | 48 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 36507 | |
| 1 | 2013 | 5.2% |
| 2 | 48 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36507 | |
| 1 | 2013 | 5.2% |
| 2 | 48 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 38577 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36507 | |
| 1 | 2013 | 5.2% |
| 2 | 48 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 38577 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36507 | |
| 1 | 2013 | 5.2% |
| 2 | 48 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38577 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36507 | |
| 1 | 2013 | 5.2% |
| 2 | 48 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
revol_util
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1088 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.639653 |
| Minimum | 0 |
|---|---|
| Maximum | 99.9 |
| Zeros | 1004 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 25.1 |
| median | 49 |
| Q3 | 72.2 |
| 95-th percentile | 93.5 |
| Maximum | 99.9 |
| Range | 99.9 |
| Interquartile range (IQR) | 47.1 |
Descriptive statistics
| Standard deviation | 28.40046 |
|---|---|
| Coefficient of variation (CV) | 0.58389521 |
| Kurtosis | -1.1093555 |
| Mean | 48.639653 |
| Median Absolute Deviation (MAD) | 23.5 |
| Skewness | -0.027297523 |
| Sum | 1876371.9 |
| Variance | 806.58613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1004 | 2.6% |
| 0.2 | 62 | 0.2% |
| 63 | 62 | 0.2% |
| 40.7 | 57 | 0.1% |
| 31.2 | 57 | 0.1% |
| 70.4 | 56 | 0.1% |
| 61 | 56 | 0.1% |
| 66.7 | 56 | 0.1% |
| 57.4 | 55 | 0.1% |
| 37.6 | 55 | 0.1% |
| Other values (1078) | 37057 |
| Value | Count | Frequency (%) |
| 0 | 1004 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.1 | 55 | 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 62 | 0.2% |
| 0.3 | 42 | 0.1% |
| Value | Count | Frequency (%) |
| 99.9 | 25 | |
| 99.8 | 23 | |
| 99.7 | 30 | |
| 99.6 | 22 | |
| 99.5 | 23 | |
| 99.4 | 21 | |
| 99.3 | 29 | |
| 99.2 | 17 | |
| 99.1 | 28 | |
| 99 | 32 |
total_acc
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.052648 |
| Minimum | 2 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 13 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 43 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.425861 |
|---|---|
| Coefficient of variation (CV) | 0.5181174 |
| Kurtosis | 0.70052296 |
| Mean | 22.052648 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.83248058 |
| Sum | 850725 |
| Variance | 130.55029 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 1424 | 3.7% |
| 15 | 1418 | 3.7% |
| 17 | 1411 | 3.7% |
| 14 | 1403 | 3.6% |
| 20 | 1390 | 3.6% |
| 18 | 1379 | 3.6% |
| 13 | 1366 | 3.5% |
| 21 | 1356 | 3.5% |
| 19 | 1303 | 3.4% |
| 12 | 1291 | 3.3% |
| Other values (72) | 24836 |
| Value | Count | Frequency (%) |
| 2 | 4 | < 0.1% |
| 3 | 179 | 0.5% |
| 4 | 415 | 1.1% |
| 5 | 543 | |
| 6 | 674 | |
| 7 | 813 | |
| 8 | 989 | |
| 9 | 1056 | |
| 10 | 1172 | |
| 11 | 1241 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 87 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 79 | 2 | |
| 78 | 1 | |
| 77 | 1 | |
| 76 | 2 | |
| 75 | 2 | |
| 74 | 1 |
int_rate_groups
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.3 KiB |
| 9%-13% | |
|---|---|
| 13%-17% | |
| 5%-9% | |
| 17%-21% | |
| 21%-24% | 482 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.1129689 |
| Min length | 5 |
Characters and Unicode
| Total characters | 235820 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 9%-13% |
|---|---|
| 2nd row | 13%-17% |
| 3rd row | 13%-17% |
| 4th row | 13%-17% |
| 5th row | 5%-9% |
Common Values
| Value | Count | Frequency (%) |
| 9%-13% | 14249 | |
| 13%-17% | 10770 | |
| 5%-9% | 9985 | |
| 17%-21% | 3091 | 8.0% |
| 21%-24% | 482 | 1.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 9%-13 | 14249 | |
| 13%-17 | 10770 | |
| 5%-9 | 9985 | |
| 17%-21 | 3091 | 8.0% |
| 21%-24 | 482 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| % | 77154 | |
| 1 | 42453 | |
| - | 38577 | |
| 3 | 25019 | 10.6% |
| 9 | 24234 | 10.3% |
| 7 | 13861 | 5.9% |
| 5 | 9985 | 4.2% |
| 2 | 4055 | 1.7% |
| 4 | 482 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 120089 | |
| Other Punctuation | 77154 | |
| Dash Punctuation | 38577 | 16.4% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 42453 | |
| 3 | 25019 | |
| 9 | 24234 | |
| 7 | 13861 | 11.5% |
| 5 | 9985 | 8.3% |
| 2 | 4055 | 3.4% |
| 4 | 482 | 0.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| % | 77154 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 235820 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| % | 77154 | |
| 1 | 42453 | |
| - | 38577 | |
| 3 | 25019 | 10.6% |
| 9 | 24234 | 10.3% |
| 7 | 13861 | 5.9% |
| 5 | 9985 | 4.2% |
| 2 | 4055 | 1.7% |
| 4 | 482 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 235820 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| % | 77154 | |
| 1 | 42453 | |
| - | 38577 | |
| 3 | 25019 | 10.6% |
| 9 | 24234 | 10.3% |
| 7 | 13861 | 5.9% |
| 5 | 9985 | 4.2% |
| 2 | 4055 | 1.7% |
| 4 | 482 | 0.2% |
open_acc_groups
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.3 KiB |
| 2-10 | |
|---|---|
| 10-19 | |
| 19-27 | 1314 |
| 27-36 | 74 |
| 36-44 | 7 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.3325038 |
| Min length | 4 |
Characters and Unicode
| Total characters | 167135 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2-10 |
|---|---|
| 2nd row | 2-10 |
| 3rd row | 2-10 |
| 4th row | 2-10 |
| 5th row | 2-10 |
Common Values
| Value | Count | Frequency (%) |
| 2-10 | 25750 | |
| 10-19 | 11432 | |
| 19-27 | 1314 | 3.4% |
| 27-36 | 74 | 0.2% |
| 36-44 | 7 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2-10 | 25750 | |
| 10-19 | 11432 | |
| 19-27 | 1314 | 3.4% |
| 27-36 | 74 | 0.2% |
| 36-44 | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 49928 | |
| - | 38577 | |
| 0 | 37182 | |
| 2 | 27138 | |
| 9 | 12746 | 7.6% |
| 7 | 1388 | 0.8% |
| 3 | 81 | < 0.1% |
| 6 | 81 | < 0.1% |
| 4 | 14 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 128558 | |
| Dash Punctuation | 38577 | 23.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 49928 | |
| 0 | 37182 | |
| 2 | 27138 | |
| 9 | 12746 | 9.9% |
| 7 | 1388 | 1.1% |
| 3 | 81 | 0.1% |
| 6 | 81 | 0.1% |
| 4 | 14 | < 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 167135 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 49928 | |
| - | 38577 | |
| 0 | 37182 | |
| 2 | 27138 | |
| 9 | 12746 | 7.6% |
| 7 | 1388 | 0.8% |
| 3 | 81 | < 0.1% |
| 6 | 81 | < 0.1% |
| 4 | 14 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 167135 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 49928 | |
| - | 38577 | |
| 0 | 37182 | |
| 2 | 27138 | |
| 9 | 12746 | 7.6% |
| 7 | 1388 | 0.8% |
| 3 | 81 | < 0.1% |
| 6 | 81 | < 0.1% |
| 4 | 14 | < 0.1% |
revol_util_groups
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.3 KiB |
| 40-60 | |
|---|---|
| 60-80 | |
| 0-20 | |
| 20-40 | |
| 80-100 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.9719522 |
| Min length | 4 |
Characters and Unicode
| Total characters | 191803 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80-100 |
|---|---|
| 2nd row | 0-20 |
| 3rd row | 80-100 |
| 4th row | 20-40 |
| 5th row | 20-40 |
Common Values
| Value | Count | Frequency (%) |
| 40-60 | 8402 | |
| 60-80 | 8012 | |
| 0-20 | 7765 | |
| 20-40 | 7715 | |
| 80-100 | 6683 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 40-60 | 8402 | |
| 60-80 | 8012 | |
| 0-20 | 7765 | |
| 20-40 | 7715 | |
| 80-100 | 6683 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 83837 | |
| - | 38577 | |
| 6 | 16414 | 8.6% |
| 4 | 16117 | 8.4% |
| 2 | 15480 | 8.1% |
| 8 | 14695 | 7.7% |
| 1 | 6683 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 153226 | |
| Dash Punctuation | 38577 | 20.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 83837 | |
| 6 | 16414 | 10.7% |
| 4 | 16117 | 10.5% |
| 2 | 15480 | 10.1% |
| 8 | 14695 | 9.6% |
| 1 | 6683 | 4.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 191803 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 83837 | |
| - | 38577 | |
| 6 | 16414 | 8.6% |
| 4 | 16117 | 8.4% |
| 2 | 15480 | 8.1% |
| 8 | 14695 | 7.7% |
| 1 | 6683 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 191803 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 83837 | |
| - | 38577 | |
| 6 | 16414 | 8.6% |
| 4 | 16117 | 8.4% |
| 2 | 15480 | 8.1% |
| 8 | 14695 | 7.7% |
| 1 | 6683 | 3.5% |
total_acc_groups
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.3 KiB |
| 2-20 | |
|---|---|
| 20-37 | |
| 37-55 | |
| 55-74 | 435 |
| 74-90 | 14 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.531301 |
| Min length | 4 |
Characters and Unicode
| Total characters | 174804 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2-20 |
|---|---|
| 2nd row | 2-20 |
| 3rd row | 2-20 |
| 4th row | 20-37 |
| 5th row | 2-20 |
Common Values
| Value | Count | Frequency (%) |
| 2-20 | 18081 | |
| 20-37 | 16601 | |
| 37-55 | 3446 | 8.9% |
| 55-74 | 435 | 1.1% |
| 74-90 | 14 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2-20 | 18081 | |
| 20-37 | 16601 | |
| 37-55 | 3446 | 8.9% |
| 55-74 | 435 | 1.1% |
| 74-90 | 14 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 52763 | |
| - | 38577 | |
| 0 | 34696 | |
| 7 | 20496 | 11.7% |
| 3 | 20047 | 11.5% |
| 5 | 7762 | 4.4% |
| 4 | 449 | 0.3% |
| 9 | 14 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 136227 | |
| Dash Punctuation | 38577 | 22.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 52763 | |
| 0 | 34696 | |
| 7 | 20496 | 15.0% |
| 3 | 20047 | 14.7% |
| 5 | 7762 | 5.7% |
| 4 | 449 | 0.3% |
| 9 | 14 | < 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 174804 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 52763 | |
| - | 38577 | |
| 0 | 34696 | |
| 7 | 20496 | 11.7% |
| 3 | 20047 | 11.5% |
| 5 | 7762 | 4.4% |
| 4 | 449 | 0.3% |
| 9 | 14 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 174804 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 52763 | |
| - | 38577 | |
| 0 | 34696 | |
| 7 | 20496 | 11.7% |
| 3 | 20047 | 11.5% |
| 5 | 7762 | 4.4% |
| 4 | 449 | 0.3% |
| 9 | 14 | < 0.1% |
annual_inc_groups
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.3 KiB |
| 3k-31k | |
|---|---|
| 31k-58k | 6 |
| 85k-112k | 1 |
| 112k-140k | 1 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.0002851 |
| Min length | 6 |
Characters and Unicode
| Total characters | 231473 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 3k-31k |
|---|---|
| 2nd row | 3k-31k |
| 3rd row | 3k-31k |
| 4th row | 3k-31k |
| 5th row | 3k-31k |
Common Values
| Value | Count | Frequency (%) |
| 3k-31k | 38569 | |
| 31k-58k | 6 | < 0.1% |
| 85k-112k | 1 | < 0.1% |
| 112k-140k | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3k-31k | 38569 | |
| 31k-58k | 6 | < 0.1% |
| 85k-112k | 1 | < 0.1% |
| 112k-140k | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| k | 77154 | |
| 3 | 77144 | |
| 1 | 38580 | |
| - | 38577 | |
| 5 | 7 | < 0.1% |
| 8 | 7 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 115742 | |
| Lowercase Letter | 77154 | |
| Dash Punctuation | 38577 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 77144 | |
| 1 | 38580 | |
| 5 | 7 | < 0.1% |
| 8 | 7 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| k | 77154 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 154319 | |
| Latin | 77154 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 77144 | |
| 1 | 38580 | |
| - | 38577 | |
| 5 | 7 | < 0.1% |
| 8 | 7 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
Latin
| Value | Count | Frequency (%) |
| k | 77154 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 231473 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| k | 77154 | |
| 3 | 77144 | |
| 1 | 38580 | |
| - | 38577 | |
| 5 | 7 | < 0.1% |
| 8 | 7 | < 0.1% |
| 2 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
| loan_amnt | funded_amnt_inv | int_rate | installment | annual_inc | dti | inq_last_6mths | open_acc | revol_util | total_acc | term | grade | sub_grade | emp_length | home_ownership | verification_status | issue_d | loan_status | purpose | pub_rec | int_rate_groups | open_acc_groups | revol_util_groups | total_acc_groups | annual_inc_groups | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| loan_amnt | 1.000 | 0.932 | 0.244 | 0.959 | 0.427 | 0.070 | -0.001 | 0.208 | 0.070 | 0.274 | 0.349 | 0.136 | 0.124 | 0.046 | 0.086 | 0.307 | 0.080 | 0.066 | 0.116 | 0.022 | 0.173 | 0.072 | 0.054 | 0.117 | 0.001 |
| funded_amnt_inv | 0.932 | 1.000 | 0.243 | 0.909 | 0.400 | 0.079 | -0.016 | 0.191 | 0.079 | 0.261 | 0.349 | 0.129 | 0.115 | 0.051 | 0.082 | 0.308 | 0.148 | 0.054 | 0.108 | 0.023 | 0.169 | 0.066 | 0.056 | 0.111 | 0.000 |
| int_rate | 0.244 | 0.243 | 1.000 | 0.244 | 0.054 | 0.118 | 0.166 | -0.032 | 0.467 | -0.075 | 0.469 | 0.712 | 0.681 | 0.026 | 0.057 | 0.158 | 0.160 | 0.212 | 0.060 | 0.054 | 0.964 | 0.076 | 0.238 | 0.055 | 0.000 |
| installment | 0.959 | 0.909 | 0.244 | 1.000 | 0.419 | 0.064 | 0.001 | 0.198 | 0.101 | 0.247 | 0.134 | 0.135 | 0.122 | 0.038 | 0.068 | 0.267 | 0.076 | 0.039 | 0.113 | 0.021 | 0.165 | 0.069 | 0.064 | 0.106 | 0.000 |
| annual_inc | 0.427 | 0.400 | 0.054 | 0.419 | 1.000 | -0.102 | 0.035 | 0.306 | 0.048 | 0.432 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.002 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 1.000 |
| dti | 0.070 | 0.079 | 0.118 | 0.064 | -0.102 | 1.000 | 0.014 | 0.305 | 0.274 | 0.239 | 0.077 | 0.063 | 0.057 | 0.017 | 0.025 | 0.070 | 0.043 | 0.047 | 0.082 | 0.015 | 0.076 | 0.114 | 0.170 | 0.105 | 0.021 |
| inq_last_6mths | -0.001 | -0.016 | 0.166 | 0.001 | 0.035 | 0.014 | 1.000 | 0.096 | -0.048 | 0.107 | 0.048 | 0.078 | 0.084 | 0.003 | 0.042 | 0.012 | 0.038 | 0.075 | 0.040 | 0.021 | 0.094 | 0.044 | 0.054 | 0.054 | 0.000 |
| open_acc | 0.208 | 0.191 | -0.032 | 0.198 | 0.306 | 0.305 | 0.096 | 1.000 | -0.080 | 0.689 | 0.049 | 0.077 | 0.085 | 0.029 | 0.107 | 0.071 | 0.025 | 0.010 | 0.047 | 0.000 | 0.094 | 1.000 | 0.082 | 0.361 | 0.000 |
| revol_util | 0.070 | 0.079 | 0.467 | 0.101 | 0.048 | 0.274 | -0.048 | -0.080 | 1.000 | -0.063 | 0.069 | 0.205 | 0.178 | 0.006 | 0.052 | 0.046 | 0.047 | 0.099 | 0.101 | 0.032 | 0.240 | 0.073 | 1.000 | 0.051 | 0.005 |
| total_acc | 0.274 | 0.261 | -0.075 | 0.247 | 0.432 | 0.239 | 0.107 | 0.689 | -0.063 | 1.000 | 0.098 | 0.051 | 0.051 | 0.069 | 0.169 | 0.100 | 0.029 | 0.031 | 0.048 | 0.023 | 0.063 | 0.353 | 0.051 | 1.000 | 0.000 |
| term | 0.349 | 0.349 | 0.469 | 0.134 | 0.000 | 0.077 | 0.048 | 0.049 | 0.069 | 0.098 | 1.000 | 0.441 | 0.475 | 0.100 | 0.104 | 0.248 | 0.343 | 0.173 | 0.112 | 0.013 | 0.452 | 0.041 | 0.068 | 0.087 | 0.004 |
| grade | 0.136 | 0.129 | 0.712 | 0.135 | 0.000 | 0.063 | 0.078 | 0.077 | 0.205 | 0.051 | 0.441 | 1.000 | 1.000 | 0.018 | 0.051 | 0.137 | 0.070 | 0.202 | 0.069 | 0.055 | 0.779 | 0.071 | 0.240 | 0.050 | 0.000 |
| sub_grade | 0.124 | 0.115 | 0.681 | 0.122 | 0.000 | 0.057 | 0.084 | 0.085 | 0.178 | 0.051 | 0.475 | 1.000 | 1.000 | 0.022 | 0.057 | 0.145 | 0.043 | 0.207 | 0.053 | 0.058 | 0.825 | 0.099 | 0.254 | 0.062 | 0.000 |
| emp_length | 0.046 | 0.051 | 0.026 | 0.038 | 0.004 | 0.017 | 0.003 | 0.029 | 0.006 | 0.069 | 0.100 | 0.018 | 0.022 | 1.000 | 0.129 | 0.083 | 0.062 | 0.028 | 0.035 | 0.037 | 0.030 | 0.035 | 0.012 | 0.089 | 0.000 |
| home_ownership | 0.086 | 0.082 | 0.057 | 0.068 | 0.000 | 0.025 | 0.042 | 0.107 | 0.052 | 0.169 | 0.104 | 0.051 | 0.057 | 0.129 | 1.000 | 0.074 | 0.133 | 0.022 | 0.125 | 0.013 | 0.051 | 0.082 | 0.051 | 0.154 | 0.000 |
| verification_status | 0.307 | 0.308 | 0.158 | 0.267 | 0.002 | 0.070 | 0.012 | 0.071 | 0.046 | 0.100 | 0.248 | 0.137 | 0.145 | 0.083 | 0.074 | 1.000 | 0.288 | 0.048 | 0.095 | 0.008 | 0.150 | 0.058 | 0.045 | 0.091 | 0.000 |
| issue_d | 0.080 | 0.148 | 0.160 | 0.076 | 0.019 | 0.043 | 0.038 | 0.025 | 0.047 | 0.029 | 0.343 | 0.070 | 0.043 | 0.062 | 0.133 | 0.288 | 1.000 | 0.064 | 0.073 | 0.020 | 0.151 | 0.023 | 0.068 | 0.033 | 0.000 |
| loan_status | 0.066 | 0.054 | 0.212 | 0.039 | 0.000 | 0.047 | 0.075 | 0.010 | 0.099 | 0.031 | 0.173 | 0.202 | 0.207 | 0.028 | 0.022 | 0.048 | 0.064 | 1.000 | 0.097 | 0.054 | 0.204 | 0.009 | 0.097 | 0.024 | 0.000 |
| purpose | 0.116 | 0.108 | 0.060 | 0.113 | 0.000 | 0.082 | 0.040 | 0.047 | 0.101 | 0.048 | 0.112 | 0.069 | 0.053 | 0.035 | 0.125 | 0.095 | 0.073 | 0.097 | 1.000 | 0.017 | 0.081 | 0.049 | 0.145 | 0.055 | 0.000 |
| pub_rec | 0.022 | 0.023 | 0.054 | 0.021 | 0.000 | 0.015 | 0.021 | 0.000 | 0.032 | 0.023 | 0.013 | 0.055 | 0.058 | 0.037 | 0.013 | 0.008 | 0.020 | 0.054 | 0.017 | 1.000 | 0.052 | 0.000 | 0.030 | 0.015 | 0.000 |
| int_rate_groups | 0.173 | 0.169 | 0.964 | 0.165 | 0.000 | 0.076 | 0.094 | 0.094 | 0.240 | 0.063 | 0.452 | 0.779 | 0.825 | 0.030 | 0.051 | 0.150 | 0.151 | 0.204 | 0.081 | 0.052 | 1.000 | 0.077 | 0.230 | 0.052 | 0.000 |
| open_acc_groups | 0.072 | 0.066 | 0.076 | 0.069 | 0.000 | 0.114 | 0.044 | 1.000 | 0.073 | 0.353 | 0.041 | 0.071 | 0.099 | 0.035 | 0.082 | 0.058 | 0.023 | 0.009 | 0.049 | 0.000 | 0.077 | 1.000 | 0.067 | 0.325 | 0.000 |
| revol_util_groups | 0.054 | 0.056 | 0.238 | 0.064 | 0.006 | 0.170 | 0.054 | 0.082 | 1.000 | 0.051 | 0.068 | 0.240 | 0.254 | 0.012 | 0.051 | 0.045 | 0.068 | 0.097 | 0.145 | 0.030 | 0.230 | 0.067 | 1.000 | 0.046 | 0.001 |
| total_acc_groups | 0.117 | 0.111 | 0.055 | 0.106 | 0.000 | 0.105 | 0.054 | 0.361 | 0.051 | 1.000 | 0.087 | 0.050 | 0.062 | 0.089 | 0.154 | 0.091 | 0.033 | 0.024 | 0.055 | 0.015 | 0.052 | 0.325 | 0.046 | 1.000 | 0.000 |
| annual_inc_groups | 0.001 | 0.000 | 0.000 | 0.000 | 1.000 | 0.021 | 0.000 | 0.000 | 0.005 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 1.000 |
| loan_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | purpose | dti | earliest_cr_line | inq_last_6mths | open_acc | pub_rec | revol_util | total_acc | int_rate_groups | open_acc_groups | revol_util_groups | total_acc_groups | annual_inc_groups | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5000 | 4975.0 | 36 months | 10.65 | 162.87 | B | B2 | 10+ years | RENT | 24000.0 | Verified | Dec-11 | Fully Paid | credit_card | 27.65 | Jan-85 | 1 | 3.0 | 0 | 83.7 | 9.0 | 9%-13% | 2-10 | 80-100 | 2-20 | 3k-31k |
| 1 | 2500 | 2500.0 | 60 months | 15.27 | 59.83 | C | C4 | < 1 year | RENT | 30000.0 | Source Verified | Dec-11 | Charged Off | car | 1.00 | Apr-99 | 5 | 3.0 | 0 | 9.4 | 4.0 | 13%-17% | 2-10 | 0-20 | 2-20 | 3k-31k |
| 2 | 2400 | 2400.0 | 36 months | 15.96 | 84.33 | C | C5 | 10+ years | RENT | 12252.0 | Not Verified | Dec-11 | Fully Paid | small_business | 8.72 | Nov-01 | 2 | 2.0 | 0 | 98.5 | 10.0 | 13%-17% | 2-10 | 80-100 | 2-20 | 3k-31k |
| 3 | 10000 | 10000.0 | 36 months | 13.49 | 339.31 | C | C1 | 10+ years | RENT | 49200.0 | Source Verified | Dec-11 | Fully Paid | other | 20.00 | Feb-96 | 1 | 10.0 | 0 | 21.0 | 37.0 | 13%-17% | 2-10 | 20-40 | 20-37 | 3k-31k |
| 5 | 5000 | 5000.0 | 36 months | 7.90 | 156.46 | A | A4 | 3 years | RENT | 36000.0 | Source Verified | Dec-11 | Fully Paid | wedding | 11.20 | Nov-04 | 3 | 9.0 | 0 | 28.3 | 12.0 | 5%-9% | 2-10 | 20-40 | 2-20 | 3k-31k |
| 6 | 7000 | 7000.0 | 60 months | 15.96 | 170.08 | C | C5 | 8 years | RENT | 47004.0 | Not Verified | Dec-11 | Fully Paid | debt_consolidation | 23.51 | Jul-05 | 1 | 7.0 | 0 | 85.6 | 11.0 | 13%-17% | 2-10 | 80-100 | 2-20 | 3k-31k |
| 7 | 3000 | 3000.0 | 36 months | 18.64 | 109.43 | E | E1 | 9 years | RENT | 48000.0 | Source Verified | Dec-11 | Fully Paid | car | 5.35 | Jan-07 | 2 | 4.0 | 0 | 87.5 | 4.0 | 17%-21% | 2-10 | 80-100 | 2-20 | 3k-31k |
| 8 | 5600 | 5600.0 | 60 months | 21.28 | 152.39 | F | F2 | 4 years | OWN | 40000.0 | Source Verified | Dec-11 | Charged Off | small_business | 5.55 | Apr-04 | 2 | 11.0 | 0 | 32.6 | 13.0 | 21%-24% | 10-19 | 20-40 | 2-20 | 3k-31k |
| 9 | 5375 | 5350.0 | 60 months | 12.69 | 121.45 | B | B5 | < 1 year | RENT | 15000.0 | Verified | Dec-11 | Charged Off | other | 18.08 | Sep-04 | 0 | 2.0 | 0 | 36.5 | 3.0 | 9%-13% | 2-10 | 20-40 | 2-20 | 3k-31k |
| 10 | 6500 | 6500.0 | 60 months | 14.65 | 153.45 | C | C3 | 5 years | OWN | 72000.0 | Not Verified | Dec-11 | Fully Paid | debt_consolidation | 16.12 | Jan-98 | 2 | 14.0 | 0 | 20.6 | 23.0 | 13%-17% | 10-19 | 20-40 | 20-37 | 3k-31k |
| loan_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | purpose | dti | earliest_cr_line | inq_last_6mths | open_acc | pub_rec | revol_util | total_acc | int_rate_groups | open_acc_groups | revol_util_groups | total_acc_groups | annual_inc_groups | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39707 | 5000 | 525.0 | 36 months | 9.33 | 159.77 | B | B3 | 2 years | MORTGAGE | 180000.0 | Not Verified | Jul-07 | Fully Paid | home_improvement | 11.93 | Feb-95 | 1 | 16.0 | 0 | 39.2 | 38.0 | 9%-13% | 10-19 | 20-40 | 37-55 | 3k-31k |
| 39708 | 5000 | 375.0 | 36 months | 9.96 | 161.25 | B | B5 | 4 years | MORTGAGE | 48000.0 | Not Verified | Jul-07 | Fully Paid | debt_consolidation | 8.03 | Aug-95 | 1 | 6.0 | 0 | 48.6 | 6.0 | 9%-13% | 2-10 | 40-60 | 2-20 | 3k-31k |
| 39709 | 5000 | 675.0 | 36 months | 11.22 | 164.23 | C | C4 | < 1 year | OWN | 80000.0 | Not Verified | Jul-07 | Fully Paid | credit_card | 1.21 | Jul-96 | 3 | 15.0 | 1 | 16.1 | 29.0 | 9%-13% | 10-19 | 0-20 | 20-37 | 3k-31k |
| 39710 | 5000 | 250.0 | 36 months | 7.43 | 155.38 | A | A2 | 1 year | OWN | 85000.0 | Not Verified | Jul-07 | Fully Paid | credit_card | 0.31 | Oct-97 | 0 | 7.0 | 0 | 0.6 | 19.0 | 5%-9% | 2-10 | 0-20 | 2-20 | 3k-31k |
| 39711 | 5000 | 700.0 | 36 months | 8.70 | 158.30 | B | B1 | 5 years | MORTGAGE | 75000.0 | Not Verified | Jul-07 | Fully Paid | credit_card | 15.55 | May-94 | 0 | 10.0 | 0 | 23.0 | 29.0 | 5%-9% | 2-10 | 20-40 | 20-37 | 3k-31k |
| 39712 | 2500 | 1075.0 | 36 months | 8.07 | 78.42 | A | A4 | 4 years | MORTGAGE | 110000.0 | Not Verified | Jul-07 | Fully Paid | home_improvement | 11.33 | Nov-90 | 0 | 13.0 | 0 | 13.1 | 40.0 | 5%-9% | 10-19 | 0-20 | 37-55 | 3k-31k |
| 39713 | 8500 | 875.0 | 36 months | 10.28 | 275.38 | C | C1 | 3 years | RENT | 18000.0 | Not Verified | Jul-07 | Fully Paid | credit_card | 6.40 | Dec-86 | 1 | 6.0 | 0 | 26.9 | 9.0 | 9%-13% | 2-10 | 20-40 | 2-20 | 3k-31k |
| 39714 | 5000 | 1325.0 | 36 months | 8.07 | 156.84 | A | A4 | < 1 year | MORTGAGE | 100000.0 | Not Verified | Jul-07 | Fully Paid | debt_consolidation | 2.30 | Oct-98 | 0 | 11.0 | 0 | 19.4 | 20.0 | 5%-9% | 10-19 | 0-20 | 20-37 | 3k-31k |
| 39715 | 5000 | 650.0 | 36 months | 7.43 | 155.38 | A | A2 | < 1 year | MORTGAGE | 200000.0 | Not Verified | Jul-07 | Fully Paid | other | 3.72 | Nov-88 | 0 | 17.0 | 0 | 0.7 | 26.0 | 5%-9% | 10-19 | 0-20 | 20-37 | 3k-31k |
| 39716 | 7500 | 800.0 | 36 months | 13.75 | 255.43 | E | E2 | < 1 year | OWN | 22000.0 | Not Verified | Jun-07 | Fully Paid | debt_consolidation | 14.29 | Oct-03 | 0 | 7.0 | 0 | 51.5 | 8.0 | 13%-17% | 2-10 | 40-60 | 2-20 | 3k-31k |